The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-03-03"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "115165644 (up from 114725935 yesterday: 0.38 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2559670 (up from 2548620 yesterday: 0.43 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 7824686

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.22



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 28759980 65909 0.23 1472549 518453 2468 0.48 1.80
India 11156923 17407 0.16 285629 157435 89 0.06 1.41
Brazil 10718630 71704 0.67 1059463 259271 1910 0.74 2.42
Russia 4230707 10416 0.25 262479 85901 443 0.52 2.03
United Kingdom 4207120 6420 0.15 210283 124017 487 0.39 2.95
France 3870144 26903 0.70 425256 87695 322 0.37 2.27
Spain 3136321 6137 0.20 112720 70247 446 0.64 2.24
Italy 2976274 20840 0.71 308008 98635 347 0.35 3.31
Turkey 2734836 11520 0.42 177999 28771 65 0.23 1.05
Germany 2472913 10852 0.44 161616 71285 359 0.51 2.88
Colombia 2262646 3047 0.13 89299 60082 110 0.18 2.66
Argentina 2126531 7855 0.37 125497 52453 261 0.50 2.47
Mexico 2104987 7793 0.37 147098 188044 857 0.46 8.93
Poland 1735406 15698 0.91 171761 44360 352 0.80 2.56
Iran 1656699 8525 0.52 167718 60353 86 0.14 3.64
South Africa 1516262 1447 0.10 33850 50366 95 0.19 3.32
Ukraine 1412748 7354 0.52 115211 27844 194 0.70 1.97
Indonesia 1353834 6808 0.51 170279 36721 203 0.56 2.71
Peru 1338297 0 0.00 141519 46894 0 0.00 3.50
Czechia 1269058 16816 1.34 213643 20941 240 1.16 1.65
Netherlands 1116404 5040 0.45 89381 15824 49 0.31 1.42
Canada 880835 2784 0.32 62080 22105 62 0.28 2.51
Chile 835552 3040 0.37 74976 20704 20 0.10 2.48
Romania 812318 4278 0.53 59836 20586 77 0.38 2.53
Portugal 806626 979 0.12 31737 16430 41 0.25 2.04
Israel 789485 4267 0.54 79756 5803 13 0.22 0.74
Belgium 777608 3264 0.42 46657 22169 28 0.13 2.85
Iraq 708951 5173 0.74 74412 13483 25 0.19 1.90
Sweden 675292 6179 0.92 75048 12964 82 0.64 1.92
Pakistan 585435 1519 0.26 26342 13076 63 0.48 2.23
Philippines 582223 1781 0.31 40663 12389 20 0.16 2.13
Switzerland 559845 1223 0.22 21727 10014 9 0.09 1.79
Bangladesh 547930 614 0.11 8777 8428 5 0.06 1.54
Morocco 484753 594 0.12 8064 8653 8 0.09 1.79
Serbia 470941 4056 0.87 56998 4491 16 0.36 0.95
Austria 465322 2553 0.55 37760 8625 20 0.23 1.85
Hungary 439900 4211 0.97 59887 15324 136 0.90 3.48
Japan 434944 1244 0.29 24510 8068 63 0.79 1.85
Jordan 407617 5335 1.33 67440 4793 37 0.78 1.18
United Arab Emirates 399463 2692 0.68 63321 1269 16 1.28 0.32
Lebanon 383499 3463 0.91 55476 4866 61 1.27 1.27
Saudi Arabia 378333 331 0.09 6977 6510 5 0.08 1.72
Panama 342741 722 0.21 13374 5884 13 0.22 1.72
Slovakia 314359 3357 1.08 45373 7489 101 1.37 2.38
Malaysia 305880 1745 0.57 54276 1148 7 0.61 0.38
Belarus 290447 1311 0.45 28588 2002 9 0.45 0.69
Ecuador 289472 2747 0.96 29396 15921 71 0.45 5.50
Nepal 274381 87 0.03 2032 2778 1 0.04 1.01
Georgia 271739 360 0.13 8138 3541 9 0.25 1.30
Kazakhstan 265028 850 0.32 17495 3175 5 0.16 1.20
Bulgaria 253183 1154 0.46 26209 10413 22 0.21 4.11
Bolivia 251391 834 0.33 18889 11734 31 0.26 4.67
Croatia 244205 747 0.31 7872 5555 7 0.13 2.27
Dominican Republic 240773 572 0.24 15301 3130 12 0.38 1.30
Azerbaijan 235333 319 0.14 3824 3230 5 0.16 1.37
Tunisia 235008 777 0.33 15358 8074 27 0.34 3.44
Ireland 221189 559 0.25 15250 4357 24 0.55 1.97
Denmark 213486 574 0.27 9912 2371 3 0.13 1.11
Costa Rica 205890 376 0.18 7552 2824 4 0.14 1.37
Lithuania 200351 526 0.26 12360 3281 18 0.55 1.64
Greece 197279 2697 1.39 29730 6597 40 0.61 3.34
Kuwait 194781 1409 0.73 20798 1097 5 0.46 0.56
Slovenia 192266 1210 0.63 16471 3874 11 0.28 2.01
Moldova 189397 1550 0.83 22844 4026 24 0.60 2.13
West Bank and Gaza 189326 2017 1.08 24590 2078 15 0.73 1.10
Egypt 184168 577 0.31 12778 10822 44 0.41 5.88
Guatemala 176250 839 0.48 11504 6427 15 0.23 3.65
Armenia 172816 360 0.21 4320 3202 2 0.06 1.85
Honduras 172100 342 0.20 14632 4214 27 0.64 2.45
Qatar 165071 471 0.29 9618 260 1 0.39 0.16
Paraguay 162871 1341 0.83 22074 3239 21 0.65 1.99
Ethiopia 161974 1161 0.72 17725 2391 5 0.21 1.48
Nigeria 156960 464 0.30 14382 1939 16 0.83 1.24
Oman 142527 358 0.25 6150 1583 3 0.19 1.11
Burma 141984 19 0.01 497 3199 0 0.00 2.25
Venezuela 140383 449 0.32 8907 1358 5 0.37 0.97
Libya 135585 618 0.46 9557 2219 3 0.14 1.64
Bosnia and Herzegovina 133982 894 0.67 9286 5174 29 0.56 3.86
Bahrain 124269 738 0.60 14665 458 5 1.10 0.37
Algeria 113593 163 0.14 3811 2996 5 0.17 2.64
Albania 109674 851 0.78 21003 1856 21 1.14 1.69
Kenya 106801 331 0.31 4580 1866 3 0.16 1.75
North Macedonia 104548 802 0.77 8812 3156 5 0.16 3.02
China 101037 24 0.02 543 4836 0 0.00 4.79

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3582320 4354 0.12 131144 53083 285 0.54 1.48 90663.59 1343.46 1 in 11
Texas 2675712 7621 0.29 144652 44463 277 0.63 1.66 92279.04 1533.42 1 in 11
Florida 1924114 6014 0.31 125834 31267 132 0.42 1.63 89586.44 1455.79 1 in 11
New York 1663248 6564 0.40 159189 47935 117 0.24 2.88 85498.38 2464.07 1 in 12
Illinois 1191440 2114 0.18 38445 22853 50 0.22 1.92 94022.79 1803.45 1 in 11
Georgia 1014542 2735 0.27 63636 17625 145 0.83 1.74 95554.45 1660.01 1 in 10
Ohio 972605 2022 0.21 43974 16750 0 0.00 1.72 83206.15 1432.96 1 in 12
Pennsylvania 940923 2627 0.28 56995 24134 72 0.30 2.56 73498.19 1885.18 1 in 14
North Carolina 865554 2145 0.25 59656 11363 75 0.66 1.31 82527.37 1083.42 1 in 12
Arizona 819954 1284 0.16 30709 16089 29 0.18 1.96 107677.68 2112.83 1 in 9
New Jersey 799476 3691 0.46 66802 23449 128 0.55 2.93 90008.88 2640.00 1 in 11
Tennessee 777935 1598 0.21 27526 11459 23 0.20 1.47 113846.80 1676.97 1 in 9
Indiana 663511 761 0.11 20206 12633 10 0.08 1.90 98557.55 1876.50 1 in 10
Michigan 650762 1705 0.26 25792 16550 6 0.04 2.54 65161.84 1657.18 1 in 15
Wisconsin 619087 780 0.13 15832 7069 19 0.27 1.14 106327.87 1214.10 1 in 9
Massachusetts 584743 1899 0.33 35797 16252 70 0.43 2.78 84141.70 2338.58 1 in 12
Virginia 580108 1549 0.27 42789 9326 383 4.28 1.61 67964.00 1092.61 1 in 15
South Carolina 519996 1173 0.23 46856 8620 44 0.51 1.66 100995.32 1674.20 1 in 10
Alabama 497154 2733 0.55 21087 10029 38 0.38 2.02 101394.09 2045.41 1 in 10
Missouri 496294 482 0.10 12127 8482 185 2.23 1.71 80863.51 1382.01 1 in 12
Minnesota 486434 779 0.16 16529 6575 17 0.26 1.35 86252.79 1165.86 1 in 12
Louisiana 431771 500 0.12 17084 9668 21 0.22 2.24 92878.07 2079.68 1 in 11
Colorado 431670 1055 0.24 23709 5970 11 0.18 1.38 74959.16 1036.69 1 in 13
Oklahoma 425746 747 0.18 18022 4534 0 0.00 1.06 107593.91 1145.83 1 in 9
Kentucky 407373 1172 0.29 24341 4704 33 0.71 1.15 91182.37 1052.90 1 in 11
Maryland 383956 786 0.21 17290 7919 14 0.18 2.06 63509.15 1309.86 1 in 16
Utah 372708 729 0.20 15369 1955 6 0.31 0.52 116254.80 609.80 1 in 9
Washington 342236 795 0.23 17530 5012 24 0.48 1.46 44942.98 658.18 1 in 22
Iowa 337041 -551 -0.16 9980 5501 3 0.05 1.63 106825.21 1743.54 1 in 9
Arkansas 323353 404 0.13 13413 5261 7 0.13 1.63 107147.70 1743.31 1 in 9
Kansas 297444 790 0.27 10231 4772 72 1.53 1.60 102098.16 1638.00 1 in 10
Mississippi 295675 380 0.13 11922 6743 19 0.28 2.28 99348.18 2265.68 1 in 10
Nevada 294684 395 0.13 8889 4987 20 0.40 1.69 95671.78 1619.07 1 in 10
Connecticut 283622 494 0.17 18126 7678 20 0.26 2.71 79550.96 2153.54 1 in 13
Nebraska 201608 262 0.13 6976 2091 7 0.34 1.04 104222.07 1080.95 1 in 10
New Mexico 185898 356 0.19 7108 3753 13 0.35 2.02 88656.73 1789.85 1 in 11
Idaho 172288 452 0.26 5735 1876 5 0.27 1.09 96139.37 1046.84 1 in 10
Oregon 156287 250 0.16 7812 2252 27 1.21 1.44 37054.70 533.94 1 in 27
West Virginia 132416 232 0.18 6465 2309 8 0.35 1.74 74093.51 1292.00 1 in 13
Rhode Island 127285 436 0.34 7392 2534 9 0.36 1.99 120152.62 2392.01 1 in 8
South Dakota 112833 181 0.16 3253 1893 5 0.26 1.68 127544.06 2139.81 1 in 8
Puerto Rico 100765 30 0.03 4271 2048 8 0.39 2.03 31551.24 641.26 1 in 32
Montana 100351 193 0.19 3756 1373 1 0.07 1.37 93893.21 1284.64 1 in 11
North Dakota 100067 110 0.11 1853 1478 1 0.07 1.48 131310.84 1939.47 1 in 8
Delaware 87425 232 0.27 5964 1440 14 0.98 1.65 89780.48 1478.80 1 in 11
New Hampshire 75990 187 0.25 6471 1175 5 0.43 1.55 55886.88 864.15 1 in 18
Alaska 58993 191 0.32 2896 303 1 0.33 0.51 80641.66 414.19 1 in 12
Wyoming 54616 89 0.16 1742 682 0 0.00 1.25 94367.43 1178.38 1 in 11
Maine 45091 147 0.33 3202 705 2 0.28 1.56 33544.56 524.47 1 in 30
District of Columbia 40818 51 0.13 2470 1023 4 0.39 2.51 57836.43 1449.52 1 in 17
Hawaii 27835 17 0.06 1042 440 2 0.46 1.58 19659.26 310.76 1 in 51
Vermont 15487 115 0.75 2365 207 1 0.49 1.34 24819.35 331.74 1 in 40

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 49028048 3582320 7.31 4257447 131144 3.08 1240832.4
2 Texas 19707655 2675712 13.58 1292788 144652 11.19 679670.8
3 Florida 21975593 1924114 8.76 1864114 125834 6.75 1023180.1
4 New York 38627176 1663248 4.31 4601128 159189 3.46 1985609.5
5 Illinois 18315522 1191440 6.51 1493137 38445 2.57 1445374.1
6 Georgia 7251427 1014542 13.99 517046 63636 12.31 682974.3
7 Ohio 10101222 972605 9.63 674459 43974 6.52 864157.4
8 Pennsylvania 10514461 940923 8.95 880039 56995 6.48 821314.6
9 North Carolina 9561647 865554 9.05 87307 59656 68.33 911667.7
10 Arizona 3787241 819954 21.65 209026 30709 14.69 497346.6
11 New Jersey 10895827 799476 7.34 979200 66802 6.82 1226705.0
12 Tennessee 6817121 777935 11.41 176189 27526 15.62 997650.7
13 Indiana 8093057 663511 8.20 725847 20206 2.78 1202138.1
14 Michigan 10395435 650762 6.26 680235 25792 3.79 1040911.6
15 Wisconsin 6970553 619087 8.88 585984 15832 2.70 1197188.8
16 Massachusetts 16419989 584743 3.56 1899144 35797 1.88 2362757.3
17 Virginia 5946972 580108 9.75 460836 42789 9.29 696732.3
18 South Carolina 5078144 519996 10.24 543312 46856 8.62 986293.7
19 Alabama 2305317 497154 21.57 101043 21087 20.87 470167.2
20 Missouri 4508176 496294 11.01 231618 12127 5.24 734538.3
21 Minnesota 6960999 486434 6.99 501746 16529 3.29 1234300.2
22 Louisiana 5630195 431771 7.67 394805 17084 4.33 1211108.7
23 Colorado 6273669 431670 6.88 589038 23709 4.03 1089417.7
24 Oklahoma 3542049 425746 12.02 214969 18022 8.38 895141.5
25 Kentucky 3940366 407373 10.34 226726 24341 10.74 881972.8
26 Maryland 7948627 383956 4.83 643810 17290 2.69 1314761.4
27 Utah 2876176 372708 12.96 175882 15369 8.74 897134.7
28 Washington 5301508 342236 6.46 507583 17530 3.45 696202.6
29 Iowa 1318994 337041 25.55 45667 9980 21.85 418055.4
30 Arkansas 2709946 323353 11.93 157692 13413 8.51 897979.8
31 Kansas 1264760 297444 23.52 53267 10231 19.21 434131.0
32 Mississippi 1755049 295675 16.85 110659 11922 10.77 589704.7
33 Nevada 2738065 294684 10.76 165120 8889 5.38 888937.1
34 Connecticut 6435635 283622 4.41 302292 18126 6.00 1805081.9
35 Nebraska 2392401 201608 8.43 187273 6976 3.73 1236761.3
36 New Mexico 2720382 185898 6.83 262134 7108 2.71 1297379.0
37 Idaho 641917 172288 26.84 25060 5735 22.89 358199.6
38 Oregon 3760400 156287 4.16 431402 7812 1.81 891568.2
39 West Virginia 2224809 132416 5.95 183368 6465 3.53 1244894.2
40 Rhode Island 3041681 127285 4.18 350659 7392 2.11 2871241.2
41 South Dakota 424345 112833 26.59 14704 3253 22.12 479670.7
43 Montana 1086657 100351 9.23 82909 3756 4.53 1016728.4
44 North Dakota 1416045 100067 7.07 48154 1853 3.85 1858175.6
45 Delaware 1409916 87425 6.20 120633 5964 4.94 1447903.2
46 New Hampshire 1467389 75990 5.18 136957 6471 4.72 1079191.8
47 Alaska 1711018 58993 3.45 143015 2896 2.02 2338910.1
48 Wyoming 643476 54616 8.49 45627 1742 3.82 1111820.3
49 Maine 1663423 45091 2.71 187625 3202 1.71 1237470.7
50 District of Columbia 1233983 40818 3.31 87711 2470 2.82 1748472.9
51 Hawaii 1124866 27835 2.47 112054 1042 0.93 794468.7
52 Vermont 1083198 15487 1.43 140922 2365 1.68 1735924.8

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6767863 613568 4590 0.75 9.07 4545 506 69336 28518 4.65
Veneto 5129954 336750 1272 0.38 6.56 840 128 25764 9891 2.94
Campania 2991864 274196 2635 0.97 9.16 1356 137 81252 4374 1.60
Emilia-Romagna 3945715 267630 2456 0.93 6.78 2528 251 46698 10650 3.98
Piemonte 2631888 251435 1537 0.62 9.55 2140 181 17931 9411 3.74
Lazio 4207454 237980 1520 0.64 5.66 1828 237 35789 5975 2.51
Toscana 2788768 159333 1163 0.74 5.71 1021 171 19259 4727 2.97
Sicilia 2513610 154141 539 0.35 6.13 696 117 25129 4187 2.72
Puglia 1582701 149963 1261 0.85 9.48 1280 168 33668 4021 2.68
Liguria 1053405 78992 368 0.47 7.50 526 53 5498 3659 4.63
Friuli Venezia Giulia 1370182 78156 693 0.89 5.70 386 62 10555 2866 3.67
Marche 851158 69477 759 1.10 8.16 561 84 9912 2286 3.29
Abruzzo 1027262 55479 573 1.04 5.40 638 82 13040 1731 3.12
P.A. Bolzano 817046 54441 280 0.52 6.66 205 33 6763 1044 1.92
Umbria 828523 45352 301 0.67 5.47 431 83 7938 1067 2.35
Sardegna 783633 41407 101 0.24 5.28 192 20 12706 1173 2.83
Calabria 590389 38363 230 0.60 6.50 201 20 6259 697 1.82
P.A. Trento 618666 34692 357 1.04 5.61 182 47 3753 1211 3.49
Basilicata 255137 15981 124 0.78 6.26 101 10 4247 375 2.35
Molise 164799 10866 116 1.08 6.59 94 19 1758 357 3.29
Valle d’Aosta 78370 8072 9 0.11 10.30 12 2 166 415 5.14

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 309022 931 0.30 7013 19 0.27 2.27 21005.01 476.69 1 in 48
Quebec 289670 729 0.25 10426 19 0.18 3.60 33928.44 1221.18 1 in 29
Alberta 134454 402 0.30 1902 12 0.63 1.41 30466.70 430.99 1 in 33
British Columbia 81909 542 0.67 1372 7 0.51 1.68 16026.28 268.44 1 in 62
Manitoba 32000 50 0.16 901 3 0.33 2.82 23230.20 654.08 1 in 43
Saskatchewan 29059 121 0.42 389 2 0.52 1.34 24591.55 329.20 1 in 41
Nova Scotia 1646 3 0.18 65 0 0.00 3.95 1683.96 66.50 1 in 594
New Brunswick 1438 3 0.21 28 0 0.00 1.95 1843.61 35.90 1 in 542
Newfoundland and Labrador 997 3 0.30 6 0 0.00 0.60 1912.29 11.51 1 in 523
Nunavut 359 0 0.00 1 0 0.00 0.28 NA NA 1 in NA
Prince Edward Island 136 0 0.00 0 0 NaN 0.00 859.90 0.00 1 in 1163
Yukon 72 0 0.00 1 0 0.00 1.39 1752.76 24.34 1 in 571
Northwest Territories 47 0 0.00 0 0 NaN 0.00 1046.68 0.00 1 in 955
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 87897.25 1584.51 1 in 11
India 8332.28 117.58 1 in 120
Brazil 51211.80 1238.75 1 in 20
Russia 29278.25 594.47 1 in 34
United Kingdom 63322.10 1866.60 1 in 16
France 57771.97 1309.08 1 in 17
Spain 67216.48 1505.51 1 in 15
Italy 49210.88 1630.87 1 in 20
Turkey 33842.79 356.03 1 in 30
Germany 29869.71 861.03 1 in 33
Colombia 46110.58 1224.41 1 in 22
Argentina 48035.49 1184.84 1 in 21
Mexico 16292.47 1455.45 1 in 61
Poland 45692.63 1167.98 1 in 22
Iran 20412.75 743.63 1 in 49
South Africa 26732.40 887.98 1 in 37
Ukraine NA NA 1 in NA
Indonesia 5128.16 139.09 1 in 195
Peru 41600.78 1457.69 1 in 24
Czechia 119160.38 1966.29 1 in 8

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1196017 21676 1.81
Maricopa Arizona 512286 9172 1.79
Cook Illinois 476094 9406 1.98
Miami-Dade Florida 414776 5503 1.33
Harris Texas 355065 5155 1.45
Riverside California 290498 3849 1.32
San Bernardino California 287055 2959 1.03
Dallas Texas 282399 3477 1.23
Orange California 261798 3966 1.51
San Diego California 261353 3342 1.28
Tarrant Texas 243725 2912 1.19
Clark Nevada 227455 3887 1.71
Queens New York 213800 8831 4.13
Kings New York 213207 9172 4.30
Bexar Texas 197255 2953 1.50
Broward Florida 196771 2422 1.23
Suffolk New York 163885 3102 1.89
Nassau New York 149851 2930 1.96
Bronx New York 145809 5907 4.05
Salt Lake Utah 139170 773 0.56
El Paso Texas 124438 2366 1.90
Palm Beach Florida 121652 2490 2.05
Philadelphia Pennsylvania 119245 3132 2.63
Orange Florida 115085 1107 0.96
Franklin Ohio 112367 1214 1.08
Middlesex Massachusetts 112361 3460 3.08
Hillsborough Florida 112267 1521 1.35
Santa Clara California 111076 1798 1.62
Pima Arizona 109941 2233 2.03
Westchester New York 108623 2109 1.94
Milwaukee Wisconsin 107304 1283 1.20
New York New York 104874 3940 3.76
Kern California 103756 915 0.88
Wayne Michigan 102694 4147 4.04
Hennepin Minnesota 100913 1586 1.57
Mecklenburg North Carolina 97409 867 0.89
Cuyahoga Ohio 96186 1832 1.90
Fresno California 95785 1451 1.51
Sacramento California 93790 1498 1.60
Gwinnett Georgia 92926 973 1.05
Marion Indiana 90851 1647 1.81
Utah Utah 90422 335 0.37
Duval Florida 89177 1186 1.33
St. Louis Missouri 88778 2007 2.26
Shelby Tennessee 87443 1502 1.72
Fulton Georgia 86477 1147 1.33
King Washington 84488 1406 1.66
Essex Massachusetts 84083 2180 2.59
Collin Texas 83404 732 0.88
Providence Rhode Island 83108 1846 2.22
Davidson Tennessee 81719 870 1.06
Fairfield Connecticut 81312 2063 2.54
Oklahoma Oklahoma 81082 758 0.93
Alameda California 80950 1271 1.57
Bergen New Jersey 78951 2627 3.33
Suffolk Massachusetts 78705 1707 2.17
Hidalgo Texas 78165 2655 3.40
Ventura California 77952 870 1.12
DuPage Illinois 77279 1202 1.56
Allegheny Pennsylvania 77239 1734 2.24
Travis Texas 76274 863 1.13
Oakland Michigan 75328 2004 2.66
Wake North Carolina 74957 532 0.71
Essex New Jersey 74570 2693 3.61
Prince George’s Maryland 73685 1334 1.81
Hamilton Ohio 73572 1034 1.41
Middlesex New Jersey 73459 2114 2.88
Jefferson Kentucky 73419 831 1.13
New Haven Connecticut 72368 1930 2.67
Jefferson Alabama 71400 1387 1.94
Tulsa Oklahoma 71105 723 1.02
Hartford Connecticut 70703 2293 3.24
Hudson New Jersey 70202 2020 2.88
Cobb Georgia 70055 929 1.33
San Joaquin California 67123 1150 1.71
Pinellas Florida 67061 1463 2.18
Fairfax Virginia 67003 985 1.47
Denton Texas 65821 654 0.99
Erie New York 65789 1609 2.45
Worcester Massachusetts 65741 2051 3.12
Will Illinois 65325 897 1.37
Greenville South Carolina 64238 874 1.36
Douglas Nebraska 63956 630 0.99
Montgomery Maryland 63595 1420 2.23
Contra Costa California 62931 695 1.10
Denver Colorado 59959 765 1.28
Lake Illinois 59784 924 1.55
Ocean New Jersey 59500 1883 3.16
Macomb Michigan 59489 1970 3.31
Fort Bend Texas 58663 569 0.97
Lee Florida 58193 877 1.51
Monmouth New Jersey 57808 1412 2.44
Richmond New York 57617 1586 2.75
Passaic New Jersey 57533 1705 2.96
DeKalb Georgia 57530 846 1.47
Polk Florida 57496 1152 2.00
Union New Jersey 57442 1780 3.10
Stanislaus California 56433 953 1.69
Bristol Massachusetts 55934 1520 2.72
Johnson Kansas 54533 752 1.38

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc